Long-term Human Capability Preservation in Agentic Coding Tools
Determine how to design and integrate mechanisms within agentic coding systems such as Claude Code that explicitly support long-term human improvement, deeper understanding, and sustained codebase coherence, beyond short-term capability amplification.
References
Used as an evaluative lens, our study also reveals an open question: while the Claude Code agent system substantially amplifies the short-term capabilities of programmers and end users, it offers limited mechanisms that explicitly support long-term human improvement, deeper understanding, and sustained codebase coherence.
— Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems
(2604.14228 - Liu et al., 14 Apr 2026) in Section 1 (Introduction)